BANGKOK—Several Southeast Asian governments are taking steps to help farmers reeling from a steep fall in prices of rubber, rice and palm oil, after a decade of high prices boosted farmers’ incomes and spurred rural development.

The governments of Thailand, Indonesia and Malaysia in recent weeks have offered farmers and producers such aid as payouts, cheap loans and tax waivers.